Probabilistic Graphical Models courses can help you learn Bayesian networks, Markov random fields, and inference algorithms. You can build skills in modeling uncertainty, reasoning under uncertainty, and making predictions based on incomplete data. Many courses introduce tools like TensorFlow Probability and PyMC3, which are used for implementing these models and performing complex calculations, enabling you to apply your knowledge to real-world data analysis and machine learning tasks.

Skills you'll gain: Microsoft Project, Timelines, Project Schedules, Milestones (Project Management), Scheduling, Data Visualization, Workflow Management, Dependency Analysis, Project Management, Project Planning
Beginner · Guided Project · Less Than 2 Hours

University of Colorado Boulder
Skills you'll gain: R (Software), Probability Distribution, Statistical Inference, Descriptive Statistics, R Programming, Data Analysis, Sampling (Statistics), Statistics, Statistical Analysis, Statistical Hypothesis Testing, Probability, Box Plots, Data Visualization, Histogram
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Beginner · Course · 1 - 3 Months

University of Colorado System
Skills you'll gain: Cryptography, Arithmetic, Algorithms, Applied Mathematics, Probability, Computer Science
Beginner · Course · 1 - 4 Weeks

Deep Teaching Solutions
Skills you'll gain: Blended Learning, Human Learning, Interactive Learning, Course Development, Student Engagement, Instructional Strategies, Digital pedagogy, Teaching, Pedagogy, Learning Strategies, Learning Theory, Student-Centred Learning, Education Software and Technology, Higher Education, Collaborative Software, Driving engagement
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
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Intermediate · Specialization · 1 - 3 Months

Rice University
Skills you'll gain: Ancient History, Timelines, Social Impact, Scientific Methods, Social Justice, World History, Anthropology, Social Sciences, Sustainable Development, Environment, Case Studies, General Science and Research, Environmental Science, Community Development, Climate Change Programs, Spatial Analysis, Geographic Information Systems, Research, Investigation, Data Analysis
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Tensorflow, Keras (Neural Network Library), Model Evaluation, Transfer Learning, Natural Language Processing, Data Preprocessing, Deep Learning, Data Pipelines
Intermediate · Guided Project · Less Than 2 Hours
University of Illinois Urbana-Champaign
Skills you'll gain: Classification Algorithms, Exploratory Data Analysis, Business Analytics, Logistic Regression, Regression Analysis, Scikit Learn (Machine Learning Library), Predictive Modeling, Machine Learning, Applied Machine Learning, Unsupervised Learning, Data Preprocessing, Data Analysis, Python Programming, Model Evaluation, Supervised Learning
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Intermediate · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: MLOps (Machine Learning Operations), Model Deployment, Cloud Deployment, Hugging Face, Containerization, CI/CD, DevOps, Docker (Software), Microsoft Azure, Cloud Computing, Machine Learning Software, Transfer Learning, Model Evaluation, GitHub
Advanced · Course · 1 - 4 Weeks

Politecnico di Milano
Skills you'll gain: Business Process Management, Organizational Structure, Decision Making, Game Theory, Operational Efficiency, Organizational Effectiveness, Business Management, Problem Solving, Business, Complex Problem Solving, Business Strategy, Coordination
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Sustainable Development, Sustainable Business, Sustainable Technologies, Sustainable Engineering, Corporate Sustainability, Organizational Leadership, Energy and Utilities, Sustainable Architecture, Environment and Resource Management, Land Management, Climate Change Mitigation, Environmental Science, Consumer Behaviour
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Intermediate · Course · 1 - 3 Months

Skills you'll gain: Data Security, Data Migration, Data Governance, Extract, Transform, Load, Cloud Storage, Data Architecture, Data Management, Data Integration, Data Storage, Enterprise Architecture, Data Quality, Personally Identifiable Information, Data Modeling, Incident Response, Security Controls, Information Privacy, Data Infrastructure, Data Warehousing, Threat Detection, Law, Regulation, and Compliance
Advanced · Specialization · 1 - 3 Months